{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.285054Z",
     "start_time": "2024-09-29T12:06:56.270020400Z"
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "import numpy as np\n",
    "\n",
    "# 中文支持\n",
    "from matplotlib.pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-10.          -9.7979798   -9.5959596   -9.39393939  -9.19191919\n",
      "  -8.98989899  -8.78787879  -8.58585859  -8.38383838  -8.18181818\n",
      "  -7.97979798  -7.77777778  -7.57575758  -7.37373737  -7.17171717\n",
      "  -6.96969697  -6.76767677  -6.56565657  -6.36363636  -6.16161616\n",
      "  -5.95959596  -5.75757576  -5.55555556  -5.35353535  -5.15151515\n",
      "  -4.94949495  -4.74747475  -4.54545455  -4.34343434  -4.14141414\n",
      "  -3.93939394  -3.73737374  -3.53535354  -3.33333333  -3.13131313\n",
      "  -2.92929293  -2.72727273  -2.52525253  -2.32323232  -2.12121212\n",
      "  -1.91919192  -1.71717172  -1.51515152  -1.31313131  -1.11111111\n",
      "  -0.90909091  -0.70707071  -0.50505051  -0.3030303   -0.1010101\n",
      "   0.1010101    0.3030303    0.50505051   0.70707071   0.90909091\n",
      "   1.11111111   1.31313131   1.51515152   1.71717172   1.91919192\n",
      "   2.12121212   2.32323232   2.52525253   2.72727273   2.92929293\n",
      "   3.13131313   3.33333333   3.53535354   3.73737374   3.93939394\n",
      "   4.14141414   4.34343434   4.54545455   4.74747475   4.94949495\n",
      "   5.15151515   5.35353535   5.55555556   5.75757576   5.95959596\n",
      "   6.16161616   6.36363636   6.56565657   6.76767677   6.96969697\n",
      "   7.17171717   7.37373737   7.57575758   7.77777778   7.97979798\n",
      "   8.18181818   8.38383838   8.58585859   8.78787879   8.98989899\n",
      "   9.19191919   9.39393939   9.5959596    9.7979798   10.        ]\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础折线图\n",
    "plt.figure(figsize=(10, 5)) # 创建画板，同时设置图片大小为(1000×500)\n",
    "x = np.linspace(-10, 10, 100) # x 轴数据\n",
    "print(x)\n",
    "y = np.sin(x) # y 轴数据\n",
    "\n",
    "plt.plot(x, y) # 绘制折线图\n",
    "plt.show() # 由于选取的点非常多，所以折线图很平滑，近似曲线图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.366755700Z",
     "start_time": "2024-09-29T12:06:56.288559500Z"
    }
   },
   "id": "63e99db5a7037b91"
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础散点图\n",
    "x = np.linspace(-10, 10, 20) # x 轴数据\n",
    "y = np.sin(x) # y 轴数据\n",
    "plt.figure(figsize=(10, 5)) # 设置图片大小\n",
    "plt.scatter(x, y) # 绘制散点图\n",
    "plt.show() # 由于选取的点非常多，所以折线图很平滑，近似曲线图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.442756800Z",
     "start_time": "2024-09-29T12:06:56.366755700Z"
    }
   },
   "id": "63ef6822b2c3609f"
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多图融合(折线图+散点图)\n",
    "plt.figure(figsize=(10, 5)) # 设置图片大小\n",
    "x1 = np.linspace(-10, 10, 20) # x 轴数据\n",
    "y1 = np.sin(x1) # y 轴数据\n",
    "plt.scatter(x1, y1, marker='*', c='r') # 绘制散点图，marker为散点形状，c为颜色\n",
    "\n",
    "x2 = np.linspace(-10, 10, 100)\n",
    "y2 = np.sin(x2)\n",
    "plt.plot(x2, y2, linestyle='--') # 绘制折线图, linestyle为线条样式\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.535230Z",
     "start_time": "2024-09-29T12:06:56.445594600Z"
    }
   },
   "id": "901214ed7de06b5b"
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加头标题/x轴标题/y轴标题/图例\n",
    "plt.figure(figsize=(10, 5)) # 创建画板，同时设置图片大小为(1000×500)\n",
    "x = np.linspace(-10, 10, 100) # x 轴数据\n",
    "y = np.sin(x) # y 轴数据\n",
    "plt.plot(x, y, label='折线图') # 绘制折线图\n",
    "plt.title('y = sin(x)') # 添加头标题\n",
    "plt.xlabel('X轴') # 添加x轴标题\n",
    "plt.ylabel('Y轴') # 添加y轴标题\n",
    "plt.legend() # 添加图例\n",
    "plt.show() # 由于选取的点非常多，所以折线图很平滑，近似曲线图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.647189800Z",
     "start_time": "2024-09-29T12:06:56.538807200Z"
    }
   },
   "id": "100f9304d78535c2"
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\留白\\AppData\\Local\\Temp\\ipykernel_19596\\1474581983.py:15: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
      "  fig.show()\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加网格\n",
    "x1 = np.linspace(-10, 10, 20) # x 轴数据\n",
    "y1 = np.sin(x1) # y 轴数据\n",
    "x2 = np.linspace(-10, 10, 100)\n",
    "y2 = np.sin(x2)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(10, 5)) # 创建子图，1行2列，第一个子图\n",
    "axes[0].scatter(x1, y1)\n",
    "axes[0].set_title('散点图')\n",
    "axes[0].set_xlabel('X轴')\n",
    "axes[0].set_ylabel('Y轴')\n",
    "axes[1].plot(x2, y2)\n",
    "axes[1].set_title('折线图')\n",
    "axes[1].set_xlabel('X轴')\n",
    "fig.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.831861900Z",
     "start_time": "2024-09-29T12:06:56.646185100Z"
    }
   },
   "id": "6b7fecba688d7a3d"
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 基础折线图\n",
    "flg = plt.figure(figsize=(10, 5)) # 创建画板，同时设置图片大小为(1000×500)\n",
    "x = np.linspace(-10, 10, 100) # x 轴数据\n",
    "y = np.sin(x) # y 轴数据\n",
    "\n",
    "plt.plot(x, y) # 绘制折线图\n",
    "flg.savefig('demo.png', dpi=300, bbox_inches='tight', pad_inches=0)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:10:08.162966300Z",
     "start_time": "2024-09-29T12:10:07.904532800Z"
    }
   },
   "id": "9c7e1a342d6b29cd"
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from io import BytesIO\n",
    "import base64\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# 基础折线图\n",
    "fig = plt.figure(figsize=(10, 5)) # 创建画板，同时设置图片大小为(1000×500)\n",
    "x = np.linspace(-10, 10, 100) # x 轴数据\n",
    "y = np.sin(x) # y 轴数据\n",
    "\n",
    "plt.plot(x, y) # 绘制折线图\n",
    "sio = BytesIO()\n",
    "fig.savefig(sio, format='png', bbox_inches='tight', pad_inches=0)\n",
    "data = base64.encodebytes(sio.getvalue()).decode()\n",
    "src = f'data:image/png;base64,{data}'\n",
    "with open('demo.html', 'w', encoding='utf-8') as f:\n",
    "    f.write(f'<img src=\"{src}\" />')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-09-29T12:06:56.986017600Z",
     "start_time": "2024-09-29T12:06:56.831861900Z"
    }
   },
   "id": "60c011cfc4864955"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
